Survey Methodology Presentation
Gina Tedesco, Ekin Kizildas, Aurora Sterpellone
2025-03-19
📊 Introduction
★ Factors influencing public support for transgender rights across Europe
★ Both individual-level factors (such as demographics, religion, and ideology), and country-level variables, (including GDP, legal frameworks, and policy environments). → The role of education and healthcare in shaping public attitudes
★ Predictive model that can forecast future support levels
🔧 Data Handling
Data Sources
Special Eurobarometer 493 – (Public opinion data at the individual level)
UNESCO Edu Country Data 2019 – (Country-level education & economic indicators)
Trans Health Data
ILGA Data
First Imputation
Second Imputation
🔎🚶🏽♂️ Descriptive Analysis
Individual-Level
★ Educational Attainment
★ Gender and Regional Differences → Responses to key questions, such as Question 19
★ Attitudes Toward Diversity Education
Individual-Level
Gender (distribution for the whole survey)
Religion
Support for Transgender Rights by Region
Highest Education Level Reached Per Country
Distribution of responses to QC19 (by country & gender)
🔎🗺️ Descriptive Analysis
Country-Level
Health Variables
Legal Variables
🎛️ Multicolinearity
Generalized linear mixed model fit by maximum likelihood (Laplace
Approximation) [glmerMod]
Family: binomial ( logit )
Formula: transgender_civil_dc1 ~ gender + gender_squared + religion1 +
ideo1 + (1 | iso3c)
Data: final_data
Control: glmerControl(optimizer = "bobyqa")
AIC BIC logLik deviance df.resid
29272.5 29427.2 -14617.3 29234.5 25316
Scaled residuals:
Min 1Q Median 3Q Max
-4.2817 -0.9233 0.4577 0.6965 2.1789
Random effects:
Groups Name Variance Std.Dev.
iso3c (Intercept) 0.6227 0.7891
Number of obs: 25335, groups: iso3c, 26
Fixed effects:
Estimate Std. Error z value Pr(>|z|)
(Intercept) 0.024827 0.163353 0.152 0.8792
gender 0.418895 0.028914 14.488 < 2e-16 ***
religion1Orthodox Christian -0.150637 0.069633 -2.163 0.0305 *
religion1Protestant 0.115262 0.066855 1.724 0.0847 .
religion1Other Christian -0.180680 0.079069 -2.285 0.0223 *
religion1Jewish -0.055046 0.323246 -0.170 0.8648
religion1Muslim - Shia -0.220529 0.250886 -0.879 0.3794
religion1Muslim - Sunni -0.260659 0.180209 -1.446 0.1481
religion1Other Muslim 0.004387 0.195812 0.022 0.9821
religion1Sikh -0.716754 0.850460 -0.843 0.3993
religion1Buddhist 0.083900 0.311026 0.270 0.7874
religion1Hindu -0.438956 0.495811 -0.885 0.3760
religion1Atheist 0.521967 0.063496 8.221 < 2e-16 ***
religion1Non believer / Agnostic 0.417434 0.052903 7.890 3.01e-15 ***
religion1Other 0.091508 0.075045 1.219 0.2227
religion1Refusal 0.274121 0.135920 2.017 0.0437 *
religion1Don't Know -0.060490 0.181530 -0.333 0.7390
ideo1 0.042402 0.014733 2.878 0.0040 **
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Correlation of Fixed Effects:
(Intr) gender rlgn1OrC rlgn1P rlgn1OtC rlgn1J rlgn1Mslm-Sh
gender -0.273
rlgn1OrthdC -0.106 -0.009
rlgn1Prtstn -0.094 0.006 0.236
rlgn1OthrCh -0.070 0.010 0.216 0.278
relign1Jwsh -0.014 0.007 0.030 0.039 0.029
rlgn1Mslm-Sh -0.022 0.016 0.073 0.046 0.037 0.008
rlgn1Mslm-Sn -0.034 0.019 0.141 0.090 0.064 0.012 0.027
rlgn1OthrMs -0.030 0.011 0.143 0.067 0.054 0.011 0.025
religin1Skh -0.004 0.000 0.010 0.015 0.010 0.002 0.002
rlgn1Bddhst -0.016 0.012 0.028 0.041 0.029 0.009 0.009
religin1Hnd -0.013 0.017 0.025 0.031 0.022 0.003 0.005
relgn1Athst -0.091 0.070 0.208 0.264 0.193 0.034 0.049
rlgn1Nnbl/A -0.109 0.073 0.237 0.343 0.249 0.044 0.056
relign1Othr -0.071 0.023 0.203 0.242 0.187 0.029 0.039
relign1Rfsl -0.037 0.019 0.140 0.089 0.074 0.015 0.022
rlgn1Dn'tKn -0.030 0.005 0.118 0.094 0.081 0.010 0.018
ideo1 0.010 -0.043 -0.003 0.017 -0.006 0.001 0.003
rlgn1Mslm-Sn rlg1OM rlgn1S rlgn1B rlgn1H rlgn1A r1Nb/A rlgn1O
gender
rlgn1OrthdC
rlgn1Prtstn
rlgn1OthrCh
relign1Jwsh
rlgn1Mslm-Sh
rlgn1Mslm-Sn
rlgn1OthrMs 0.047
religin1Skh 0.002 0.003
rlgn1Bddhst 0.012 0.011 0.003
religin1Hnd 0.009 0.006 0.004 0.005
relgn1Athst 0.076 0.066 0.012 0.038 0.024
rlgn1Nnbl/A 0.089 0.073 0.016 0.047 0.031 0.284
relign1Othr 0.064 0.056 0.012 0.031 0.022 0.196 0.246
relign1Rfsl 0.040 0.041 0.007 0.017 0.009 0.082 0.100 0.075
rlgn1Dn'tKn 0.035 0.034 0.004 0.010 0.010 0.076 0.094 0.072
ideo1 -0.005 -0.034 0.007 0.014 -0.001 0.018 0.006 0.004
rlgn1R rl1D'K
gender
rlgn1OrthdC
rlgn1Prtstn
rlgn1OthrCh
relign1Jwsh
rlgn1Mslm-Sh
rlgn1Mslm-Sn
rlgn1OthrMs
religin1Skh
rlgn1Bddhst
religin1Hnd
relgn1Athst
rlgn1Nnbl/A
relign1Othr
relign1Rfsl
rlgn1Dn'tKn 0.039
ideo1 -0.087 -0.066
fit warnings:
fixed-effect model matrix is rank deficient so dropping 1 column / coefficient18 x 18 Matrix of class "dpoMatrix"
(Intercept) gender
(Intercept) 2.668423e-02 -1.290587e-03
gender -1.290587e-03 8.360230e-04
religion1Orthodox Christian -1.209278e-03 -1.837730e-05
religion1Protestant -1.025067e-03 1.164882e-05
religion1Other Christian -9.075567e-04 2.334817e-05
religion1Jewish -7.486221e-04 6.737200e-05
religion1Muslim - Shia -9.029567e-04 1.195554e-04
religion1Muslim - Sunni -1.012179e-03 1.001576e-04
religion1Other Muslim -9.453342e-04 6.365581e-05
religion1Sikh -5.110007e-04 -7.537056e-06
religion1Buddhist -8.060091e-04 1.062955e-04
religion1Hindu -1.083186e-03 2.412391e-04
religion1Atheist -9.462150e-04 1.288801e-04
religion1Non believer / Agnostic -9.406828e-04 1.114617e-04
religion1Other -8.718306e-04 4.944152e-05
religion1Refusal -8.254390e-04 7.406923e-05
religion1Don't Know -8.988700e-04 2.772993e-05
ideo1 2.360831e-05 -1.842414e-05
religion1Orthodox Christian
(Intercept) -1.209278e-03
gender -1.837730e-05
religion1Orthodox Christian 4.848733e-03
religion1Protestant 1.099442e-03
religion1Other Christian 1.188819e-03
religion1Jewish 6.712099e-04
religion1Muslim - Shia 1.267110e-03
religion1Muslim - Sunni 1.768889e-03
religion1Other Muslim 1.952600e-03
religion1Sikh 5.766640e-04
religion1Buddhist 6.127629e-04
religion1Hindu 8.775743e-04
religion1Atheist 9.177179e-04
religion1Non believer / Agnostic 8.744549e-04
religion1Other 1.060585e-03
religion1Refusal 1.321858e-03
religion1Don't Know 1.491992e-03
ideo1 -2.613116e-06
religion1Protestant religion1Other Christian
(Intercept) -1.025067e-03 -9.075567e-04
gender 1.164882e-05 2.334817e-05
religion1Orthodox Christian 1.099442e-03 1.188819e-03
religion1Protestant 4.469605e-03 1.471236e-03
religion1Other Christian 1.471236e-03 6.251880e-03
religion1Jewish 8.322914e-04 7.344286e-04
religion1Muslim - Shia 7.721098e-04 7.300711e-04
religion1Muslim - Sunni 1.085879e-03 9.170992e-04
religion1Other Muslim 8.745028e-04 8.314230e-04
religion1Sikh 8.547466e-04 6.786777e-04
religion1Buddhist 8.480924e-04 7.214896e-04
religion1Hindu 1.030764e-03 8.810583e-04
religion1Atheist 1.119604e-03 9.688539e-04
religion1Non believer / Agnostic 1.211633e-03 1.041103e-03
religion1Other 1.212247e-03 1.109525e-03
religion1Refusal 8.126069e-04 7.930499e-04
religion1Don't Know 1.134891e-03 1.163182e-03
ideo1 1.674916e-05 -6.954685e-06
religion1Jewish religion1Muslim - Shia
(Intercept) -7.486221e-04 -9.029567e-04
gender 6.737200e-05 1.195554e-04
religion1Orthodox Christian 6.712099e-04 1.267110e-03
religion1Protestant 8.322914e-04 7.721098e-04
religion1Other Christian 7.344286e-04 7.300711e-04
religion1Jewish 1.044881e-01 6.567633e-04
religion1Muslim - Shia 6.567633e-04 6.294399e-02
religion1Muslim - Sunni 7.187920e-04 1.220176e-03
religion1Other Muslim 6.817940e-04 1.216183e-03
religion1Sikh 4.872847e-04 4.043711e-04
religion1Buddhist 8.637481e-04 7.223453e-04
religion1Hindu 5.161767e-04 6.798520e-04
religion1Atheist 6.945729e-04 7.759079e-04
religion1Non believer / Agnostic 7.511355e-04 7.398566e-04
religion1Other 7.138305e-04 7.308886e-04
religion1Refusal 6.637271e-04 7.390844e-04
religion1Don't Know 5.788801e-04 8.022707e-04
ideo1 7.121455e-06 1.202809e-05
religion1Muslim - Sunni religion1Other Muslim
(Intercept) -1.012179e-03 -9.453342e-04
gender 1.001576e-04 6.365581e-05
religion1Orthodox Christian 1.768889e-03 1.952600e-03
religion1Protestant 1.085879e-03 8.745028e-04
religion1Other Christian 9.170992e-04 8.314230e-04
religion1Jewish 7.187920e-04 6.817940e-04
religion1Muslim - Shia 1.220176e-03 1.216183e-03
religion1Muslim - Sunni 3.247529e-02 1.654579e-03
religion1Other Muslim 1.654579e-03 3.834226e-02
religion1Sikh 2.776258e-04 5.644319e-04
religion1Buddhist 6.853696e-04 6.638144e-04
religion1Hindu 7.646219e-04 6.097370e-04
religion1Atheist 8.727778e-04 8.228972e-04
religion1Non believer / Agnostic 8.446907e-04 7.544010e-04
religion1Other 8.668834e-04 8.235832e-04
religion1Refusal 9.740554e-04 1.102097e-03
religion1Don't Know 1.139738e-03 1.203917e-03
ideo1 -1.353575e-05 -9.863995e-05
religion1Sikh religion1Buddhist religion1Hindu
(Intercept) -5.110007e-04 -8.060091e-04 -1.083186e-03
gender -7.537056e-06 1.062955e-04 2.412391e-04
religion1Orthodox Christian 5.766640e-04 6.127629e-04 8.775743e-04
religion1Protestant 8.547466e-04 8.480924e-04 1.030764e-03
religion1Other Christian 6.786777e-04 7.214896e-04 8.810583e-04
religion1Jewish 4.872847e-04 8.637481e-04 5.161767e-04
religion1Muslim - Shia 4.043711e-04 7.223453e-04 6.798520e-04
religion1Muslim - Sunni 2.776258e-04 6.853696e-04 7.646219e-04
religion1Other Muslim 5.644319e-04 6.638144e-04 6.097370e-04
religion1Sikh 7.232829e-01 7.393200e-04 1.781733e-03
religion1Buddhist 7.393200e-04 9.673687e-02 7.781616e-04
religion1Hindu 1.781733e-03 7.781616e-04 2.458285e-01
religion1Atheist 6.258724e-04 7.444396e-04 7.465852e-04
religion1Non believer / Agnostic 7.059109e-04 7.805782e-04 8.084616e-04
religion1Other 7.403634e-04 7.314391e-04 8.057682e-04
religion1Refusal 8.005641e-04 7.021598e-04 6.354474e-04
religion1Don't Know 6.693870e-04 5.668674e-04 9.058980e-04
ideo1 8.241242e-05 6.210035e-05 -8.548204e-06
religion1Atheist
(Intercept) -9.462150e-04
gender 1.288801e-04
religion1Orthodox Christian 9.177179e-04
religion1Protestant 1.119604e-03
religion1Other Christian 9.688539e-04
religion1Jewish 6.945729e-04
religion1Muslim - Shia 7.759079e-04
religion1Muslim - Sunni 8.727778e-04
religion1Other Muslim 8.228972e-04
religion1Sikh 6.258724e-04
religion1Buddhist 7.444396e-04
religion1Hindu 7.465852e-04
religion1Atheist 4.031699e-03
religion1Non believer / Agnostic 9.551078e-04
religion1Other 9.357060e-04
religion1Refusal 7.047063e-04
religion1Don't Know 8.729307e-04
ideo1 1.693164e-05
religion1Non believer / Agnostic
(Intercept) -9.406828e-04
gender 1.114617e-04
religion1Orthodox Christian 8.744549e-04
religion1Protestant 1.211633e-03
religion1Other Christian 1.041103e-03
religion1Jewish 7.511355e-04
religion1Muslim - Shia 7.398566e-04
religion1Muslim - Sunni 8.446907e-04
religion1Other Muslim 7.544010e-04
religion1Sikh 7.059109e-04
religion1Buddhist 7.805782e-04
religion1Hindu 8.084616e-04
religion1Atheist 9.551078e-04
religion1Non believer / Agnostic 2.798765e-03
religion1Other 9.774342e-04
religion1Refusal 7.178420e-04
religion1Don't Know 9.017578e-04
ideo1 4.534408e-06
religion1Other religion1Refusal
(Intercept) -8.718306e-04 -8.254390e-04
gender 4.944152e-05 7.406923e-05
religion1Orthodox Christian 1.060585e-03 1.321858e-03
religion1Protestant 1.212247e-03 8.126069e-04
religion1Other Christian 1.109525e-03 7.930499e-04
religion1Jewish 7.138305e-04 6.637271e-04
religion1Muslim - Shia 7.308886e-04 7.390844e-04
religion1Muslim - Sunni 8.668834e-04 9.740554e-04
religion1Other Muslim 8.235832e-04 1.102097e-03
religion1Sikh 7.403634e-04 8.005641e-04
religion1Buddhist 7.314391e-04 7.021598e-04
religion1Hindu 8.057682e-04 6.354474e-04
religion1Atheist 9.357060e-04 7.047063e-04
religion1Non believer / Agnostic 9.774342e-04 7.178420e-04
religion1Other 5.631722e-03 7.655407e-04
religion1Refusal 7.655407e-04 1.847421e-02
religion1Don't Know 9.778865e-04 9.673111e-04
ideo1 4.250482e-06 -1.743321e-04
religion1Don't Know ideo1
(Intercept) -8.988700e-04 2.360831e-05
gender 2.772993e-05 -1.842414e-05
religion1Orthodox Christian 1.491992e-03 -2.613116e-06
religion1Protestant 1.134891e-03 1.674916e-05
religion1Other Christian 1.163182e-03 -6.954685e-06
religion1Jewish 5.788801e-04 7.121455e-06
religion1Muslim - Shia 8.022707e-04 1.202809e-05
religion1Muslim - Sunni 1.139738e-03 -1.353575e-05
religion1Other Muslim 1.203917e-03 -9.863995e-05
religion1Sikh 6.693870e-04 8.241242e-05
religion1Buddhist 5.668674e-04 6.210035e-05
religion1Hindu 9.058980e-04 -8.548204e-06
religion1Atheist 8.729307e-04 1.693164e-05
religion1Non believer / Agnostic 9.017578e-04 4.534408e-06
religion1Other 9.778865e-04 4.250482e-06
religion1Refusal 9.673111e-04 -1.743321e-04
religion1Don't Know 3.295298e-02 -1.775422e-04
ideo1 -1.775422e-04 2.170567e-04# weights: 57 (36 variable)
initial value 27833.342333
iter 10 value 25177.738316
iter 20 value 23870.701979
iter 30 value 23350.625075
iter 40 value 23326.324855
final value 23326.241067
convergedCall:
multinom(formula = transgender_civil_dc1 ~ gender + religion1 +
ideo1, data = final_data)
Coefficients:
(Intercept) gender religion1Orthodox Christian
Don't Know -1.6709347 0.3095677 -0.02401733
Support -0.1720069 0.3361466 -0.68135044
religion1Protestant religion1Other Christian religion1Jewish
Don't Know 0.4294996 -0.05998712 -0.63533607
Support 0.5583876 -0.08471959 -0.02249039
religion1Muslim - Shia religion1Muslim - Sunni religion1Other Muslim
Don't Know -0.21010616 0.6069514 0.3338751
Support -0.09579507 -0.5713617 -0.2561578
religion1Sikh religion1Buddhist religion1Hindu religion1Atheist
Don't Know -8.273438 -1.5326989 -0.2500782 0.1265951
Support -0.353285 0.4552534 -0.3714088 0.7023675
religion1Non believer / Agnostic religion1Other religion1Refusal
Don't Know 0.1186863 -0.1696551 0.5709522
Support 0.6336038 0.2189612 -0.1917014
religion1Don't Know ideo1
Don't Know 0.5214943 0.26023194
Support -0.1482768 -0.04958076
Std. Errors:
(Intercept) gender religion1Orthodox Christian
Don't Know 0.07684032 0.04349680 0.05721584
Support 0.04911345 0.02827115 0.04133783
religion1Protestant religion1Other Christian religion1Jewish
Don't Know 0.07656375 0.11244125 0.6239756
Support 0.04985243 0.07155325 0.3036259
religion1Muslim - Shia religion1Muslim - Sunni religion1Other Muslim
Don't Know 0.4230258 0.2142769 0.2490527
Support 0.2474131 0.1898736 0.1970930
religion1Sikh religion1Buddhist religion1Hindu religion1Atheist
Don't Know 5.644107e-05 1.0302024 0.7875520 0.09841836
Support 8.197789e-01 0.2946973 0.4874635 0.05777727
religion1Non believer / Agnostic religion1Other religion1Refusal
Don't Know 0.07682361 0.12099583 0.1620121
Support 0.04572237 0.06952056 0.1396916
religion1Don't Know ideo1
Don't Know 0.2203996 0.01896156
Support 0.1868539 0.01456713
Residual Deviance: 46652.48
AIC: 46724.48 # weights: 57 (36 variable)
initial value 25051.656018
iter 10 value 22031.532579
iter 20 value 21272.563374
iter 30 value 20989.844830
iter 40 value 20981.902843
iter 50 value 20981.809396
final value 20981.809048
converged
# weights: 57 (36 variable)
initial value 25051.656018
iter 10 value 22032.753082
iter 20 value 21282.491711
iter 30 value 20993.766242
iter 40 value 20983.102092
final value 20983.098857
converged
# weights: 57 (36 variable)
initial value 25051.656018
iter 10 value 22031.533802
iter 20 value 21272.573215
iter 30 value 20989.846440
iter 40 value 20981.904580
final value 20981.815319
converged
# weights: 57 (36 variable)
initial value 25049.458794
iter 10 value 22039.468632
iter 20 value 21330.949687
iter 30 value 21005.221239
iter 40 value 20984.776259
final value 20984.689714
converged
# weights: 57 (36 variable)
initial value 25049.458794
iter 10 value 22040.686671
iter 20 value 21339.977289
iter 30 value 21002.783424
iter 40 value 20985.866574
final value 20985.865929
converged
# weights: 57 (36 variable)
initial value 25049.458794
iter 10 value 22039.469852
iter 20 value 21330.959091
iter 30 value 21005.216686
iter 40 value 20984.777650
final value 20984.695462
converged
# weights: 57 (36 variable)
initial value 25050.557406
iter 10 value 22052.030039
iter 20 value 21373.734052
iter 30 value 21003.464966
iter 40 value 20987.791977
final value 20987.707935
converged
# weights: 57 (36 variable)
initial value 25050.557406
iter 10 value 22053.188883
iter 20 value 21390.231779
iter 30 value 21004.289267
iter 40 value 20989.022346
iter 40 value 20989.022269
iter 40 value 20989.022268
final value 20989.022268
converged
# weights: 57 (36 variable)
initial value 25050.557406
iter 10 value 22052.031201
iter 20 value 21373.750267
iter 30 value 21003.466304
iter 40 value 20987.793627
final value 20987.714117
converged
# weights: 57 (36 variable)
initial value 25049.458794
iter 10 value 22039.073721
iter 20 value 21318.146690
iter 30 value 21001.213065
iter 40 value 20994.939100
iter 50 value 20994.855239
final value 20994.852973
converged
# weights: 57 (36 variable)
initial value 25049.458794
iter 10 value 22040.286074
iter 20 value 21330.385980
iter 30 value 21005.509604
iter 40 value 20997.001678
final value 20997.001266
converged
# weights: 57 (36 variable)
initial value 25049.458794
iter 10 value 22039.074936
iter 20 value 21318.159043
iter 30 value 21001.218732
iter 40 value 20994.945380
final value 20994.867647
converged
# weights: 57 (36 variable)
initial value 25049.458794
iter 10 value 22058.349296
iter 20 value 21320.160393
iter 30 value 21005.759281
iter 40 value 20995.275535
iter 50 value 20995.184944
iter 50 value 20995.184824
iter 50 value 20995.184824
final value 20995.184824
converged
# weights: 57 (36 variable)
initial value 25049.458794
iter 10 value 22059.557255
iter 20 value 21335.330495
iter 30 value 21007.722883
iter 40 value 20996.577078
final value 20996.575710
converged
# weights: 57 (36 variable)
initial value 25049.458794
iter 10 value 22058.350507
iter 20 value 21320.175262
iter 30 value 21005.761053
iter 40 value 20995.277298
final value 20995.191217
converged
# weights: 57 (36 variable)
initial value 25049.458794
iter 10 value 22044.836441
iter 20 value 21338.694473
iter 30 value 21005.396749
iter 40 value 20993.224434
final value 20993.134055
converged
# weights: 57 (36 variable)
initial value 25049.458794
iter 10 value 22045.993208
iter 20 value 21348.019495
iter 30 value 21013.969388
iter 40 value 20994.435912
final value 20994.430019
converged
# weights: 57 (36 variable)
initial value 25049.458794
iter 10 value 22044.837600
iter 20 value 21338.703785
iter 30 value 21005.399357
iter 40 value 20993.226047
final value 20993.140252
converged
# weights: 57 (36 variable)
initial value 25048.360182
iter 10 value 22048.555066
iter 20 value 21313.773041
iter 30 value 21000.668435
iter 40 value 20993.742617
final value 20993.663953
converged
# weights: 57 (36 variable)
initial value 25048.360182
iter 10 value 22049.693771
iter 20 value 21324.118068
iter 30 value 21001.120490
iter 40 value 20994.836153
final value 20994.835375
converged
# weights: 57 (36 variable)
initial value 25048.360182
iter 10 value 22048.556207
iter 20 value 21313.783364
iter 30 value 21000.669139
iter 40 value 20993.744061
final value 20993.669628
converged
# weights: 57 (36 variable)
initial value 25048.360182
iter 10 value 22063.897009
iter 20 value 21298.869985
iter 30 value 21007.359472
iter 40 value 20998.854887
iter 50 value 20998.713192
final value 20998.712824
converged
# weights: 57 (36 variable)
initial value 25048.360182
iter 10 value 22065.035610
iter 20 value 21316.135917
iter 30 value 21007.028855
iter 40 value 21000.000928
final value 20999.988634
converged
# weights: 57 (36 variable)
initial value 25048.360182
iter 10 value 22063.898151
iter 20 value 21298.886695
iter 30 value 21007.358119
iter 40 value 20998.856456
final value 20998.719072
converged
# weights: 57 (36 variable)
initial value 25051.656018
iter 10 value 22056.002482
iter 20 value 21311.613712
iter 30 value 21006.008045
iter 40 value 20994.354957
final value 20994.270070
converged
# weights: 57 (36 variable)
initial value 25051.656018
iter 10 value 22057.185337
iter 20 value 21319.565810
iter 30 value 21008.815664
iter 40 value 20995.566684
final value 20995.549208
converged
# weights: 57 (36 variable)
initial value 25051.656018
iter 10 value 22056.003667
iter 20 value 21311.621550
iter 30 value 21006.009785
iter 40 value 20994.356567
final value 20994.275946
converged
# weights: 57 (36 variable)
initial value 25051.656018
iter 10 value 22054.911513
iter 20 value 21305.160181
iter 30 value 21015.487222
iter 40 value 20994.236956
final value 20994.157733
converged
# weights: 57 (36 variable)
initial value 25051.656018
iter 10 value 22056.198966
iter 20 value 21315.038960
iter 30 value 21012.780651
iter 40 value 20995.574454
final value 20995.573449
converged
# weights: 57 (36 variable)
initial value 25051.656018
iter 10 value 22054.912804
iter 20 value 21305.169890
iter 30 value 21015.483529
iter 40 value 20994.238790
final value 20994.164149
converged
# weights: 57 (36 variable)
initial value 27833.342333
iter 10 value 25179.188633
iter 20 value 23862.429353
iter 30 value 23356.529616
iter 40 value 23327.566694
final value 23327.560597
convergedCross-Validated (10 fold) Confusion Matrix
(entries are percentual average cell counts across resamples)
Reference
Prediction Oppose Don't Know Support
Oppose 8.3 2.8 6.1
Don't Know 0.0 0.0 0.0
Support 26.5 8.9 47.4
Accuracy (average) : 0.5571
Call:
lm(formula = transgender_civil_dc ~ gdp + edu_exp_pct + preprim_exp +
prim_exp + lose_exp + upse_exp + ter_exp + voc_exp, data = final_data)
Coefficients:
(Intercept) gdp edu_exp_pct preprim_exp prim_exp lose_exp
-6.449e-01 -4.387e-14 -9.568e-02 2.349e-02 -1.615e-02 3.182e-01
upse_exp ter_exp voc_exp
-6.077e-01 3.122e-01 2.376e-05 Correlation Matrix
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